Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 20000 |
| Missing cells | 48 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.8 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 12 |
Seat comfort is highly overall correlated with Food and drink | High correlation |
Departure/Arrival time convenient is highly overall correlated with Food and drink and 1 other fields | High correlation |
Food and drink is highly overall correlated with Seat comfort and 2 other fields | High correlation |
Gate location is highly overall correlated with Departure/Arrival time convenient and 1 other fields | High correlation |
Inflight wifi service is highly overall correlated with Ease of Online booking and 1 other fields | High correlation |
Inflight entertainment is highly overall correlated with satisfaction_v2 | High correlation |
Departure Delay in Minutes is highly overall correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly overall correlated with Departure Delay in Minutes | High correlation |
satisfaction_v2 is highly overall correlated with Inflight entertainment | High correlation |
Type of Travel is highly overall correlated with Class | High correlation |
Class is highly overall correlated with Type of Travel | High correlation |
Online support is highly overall correlated with Ease of Online booking and 1 other fields | High correlation |
Ease of Online booking is highly overall correlated with Inflight wifi service and 2 other fields | High correlation |
Baggage handling is highly overall correlated with Cleanliness | High correlation |
Cleanliness is highly overall correlated with Baggage handling | High correlation |
Online boarding is highly overall correlated with Inflight wifi service and 2 other fields | High correlation |
id has unique values | Unique |
Seat comfort has 750 (3.8%) zeros | Zeros |
Departure/Arrival time convenient has 1020 (5.1%) zeros | Zeros |
Food and drink has 928 (4.6%) zeros | Zeros |
Inflight entertainment has 438 (2.2%) zeros | Zeros |
Departure Delay in Minutes has 11422 (57.1%) zeros | Zeros |
Arrival Delay in Minutes has 11224 (56.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-14 05:35:49.194273 |
|---|---|
| Analysis finished | 2023-08-14 05:36:18.702267 |
| Duration | 29.51 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
id
Real number (ℝ)
| Distinct | 20000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64401.368 |
| Minimum | 3 |
|---|---|
| Maximum | 129868 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 6349.6 |
| Q1 | 31600 |
| median | 64416.5 |
| Q3 | 96830.5 |
| 95-th percentile | 122795.4 |
| Maximum | 129868 |
| Range | 129865 |
| Interquartile range (IQR) | 65230.5 |
Descriptive statistics
| Standard deviation | 37404.018 |
|---|---|
| Coefficient of variation (CV) | 0.58079539 |
| Kurtosis | -1.2019883 |
| Mean | 64401.368 |
| Median Absolute Deviation (MAD) | 32613 |
| Skewness | 0.014734277 |
| Sum | 1.2880274 × 109 |
| Variance | 1.3990605 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60672 | 1 | < 0.1% |
| 99096 | 1 | < 0.1% |
| 34742 | 1 | < 0.1% |
| 30271 | 1 | < 0.1% |
| 72392 | 1 | < 0.1% |
| 55626 | 1 | < 0.1% |
| 125397 | 1 | < 0.1% |
| 81639 | 1 | < 0.1% |
| 50385 | 1 | < 0.1% |
| 361 | 1 | < 0.1% |
| Other values (19990) | 19990 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 15 | 1 | |
| 24 | 1 | |
| 30 | 1 | |
| 31 | 1 | |
| 33 | 1 |
| Value | Count | Frequency (%) |
| 129868 | 1 | |
| 129861 | 1 | |
| 129859 | 1 | |
| 129857 | 1 | |
| 129851 | 1 | |
| 129828 | 1 | |
| 129819 | 1 | |
| 129814 | 1 | |
| 129793 | 1 | |
| 129782 | 1 |
satisfaction_v2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| satisfied | |
|---|---|
| neutral or dissatisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 9 |
| Mean length | 15.3791 |
| Min length | 9 |
Characters and Unicode
| Total characters | 307582 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | satisfied |
|---|---|
| 2nd row | neutral or dissatisfied |
| 3rd row | neutral or dissatisfied |
| 4th row | satisfied |
| 5th row | neutral or dissatisfied |
Common Values
| Value | Count | Frequency (%) |
| satisfied | 10887 | |
| neutral or dissatisfied | 9113 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| satisfied | 10887 | |
| neutral | 9113 | |
| or | 9113 | |
| dissatisfied | 9113 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 49113 | |
| i | 49113 | |
| a | 29113 | |
| t | 29113 | |
| e | 29113 | |
| d | 29113 | |
| f | 20000 | |
| r | 18226 | 5.9% |
| 18226 | 5.9% | |
| n | 9113 | 3.0% |
| Other values (3) | 27339 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 289356 | |
| Space Separator | 18226 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 49113 | |
| i | 49113 | |
| a | 29113 | |
| t | 29113 | |
| e | 29113 | |
| d | 29113 | |
| f | 20000 | |
| r | 18226 | 6.3% |
| n | 9113 | 3.1% |
| u | 9113 | 3.1% |
| Other values (2) | 18226 | 6.3% |
Space Separator
| Value | Count | Frequency (%) |
| 18226 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 289356 | |
| Common | 18226 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 49113 | |
| i | 49113 | |
| a | 29113 | |
| t | 29113 | |
| e | 29113 | |
| d | 29113 | |
| f | 20000 | |
| r | 18226 | 6.3% |
| n | 9113 | 3.1% |
| u | 9113 | 3.1% |
| Other values (2) | 18226 | 6.3% |
Common
| Value | Count | Frequency (%) |
| 18226 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 307582 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 49113 | |
| i | 49113 | |
| a | 29113 | |
| t | 29113 | |
| e | 29113 | |
| d | 29113 | |
| f | 20000 | |
| r | 18226 | 5.9% |
| 18226 | 5.9% | |
| n | 9113 | 3.0% |
| Other values (3) | 27339 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0099 |
| Min length | 4 |
Characters and Unicode
| Total characters | 100198 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 10099 | |
| Male | 9901 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 10099 | |
| male | 9901 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 30099 | |
| a | 20000 | |
| l | 20000 | |
| F | 10099 | 10.1% |
| m | 10099 | 10.1% |
| M | 9901 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 80198 | |
| Uppercase Letter | 20000 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 30099 | |
| a | 20000 | |
| l | 20000 | |
| m | 10099 | 12.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 10099 | |
| M | 9901 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100198 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 30099 | |
| a | 20000 | |
| l | 20000 | |
| F | 10099 | 10.1% |
| m | 10099 | 10.1% |
| M | 9901 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100198 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 30099 | |
| a | 20000 | |
| l | 20000 | |
| F | 10099 | 10.1% |
| m | 10099 | 10.1% |
| M | 9901 | 9.9% |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.5601 |
| Min length | 14 |
Characters and Unicode
| Total characters | 291202 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | Loyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 16266 | |
| disloyal Customer | 3734 | 18.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 20000 | |
| loyal | 16266 | |
| disloyal | 3734 | 9.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 40000 | |
| l | 23734 | 8.2% |
| s | 23734 | 8.2% |
| y | 20000 | 6.9% |
| a | 20000 | 6.9% |
| 20000 | 6.9% | |
| C | 20000 | 6.9% |
| u | 20000 | 6.9% |
| t | 20000 | 6.9% |
| m | 20000 | 6.9% |
| Other values (5) | 63734 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 234936 | |
| Uppercase Letter | 36266 | 12.5% |
| Space Separator | 20000 | 6.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 40000 | |
| l | 23734 | |
| s | 23734 | |
| y | 20000 | |
| a | 20000 | |
| u | 20000 | |
| t | 20000 | |
| m | 20000 | |
| e | 20000 | |
| r | 20000 | |
| Other values (2) | 7468 | 3.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 20000 | |
| L | 16266 |
Space Separator
| Value | Count | Frequency (%) |
| 20000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 271202 | |
| Common | 20000 | 6.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 40000 | |
| l | 23734 | |
| s | 23734 | |
| y | 20000 | |
| a | 20000 | |
| C | 20000 | |
| u | 20000 | |
| t | 20000 | |
| m | 20000 | |
| e | 20000 | |
| Other values (4) | 43734 |
Common
| Value | Count | Frequency (%) |
| 20000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 291202 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 40000 | |
| l | 23734 | 8.2% |
| s | 23734 | 8.2% |
| y | 20000 | 6.9% |
| a | 20000 | 6.9% |
| 20000 | 6.9% | |
| C | 20000 | 6.9% |
| u | 20000 | 6.9% |
| t | 20000 | 6.9% |
| m | 20000 | 6.9% |
| Other values (5) | 63734 |
Age
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.38335 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.130811 |
|---|---|
| Coefficient of variation (CV) | 0.38419309 |
| Kurtosis | -0.71801681 |
| Mean | 39.38335 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.0080533337 |
| Sum | 787667 |
| Variance | 228.94144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 575 | 2.9% |
| 25 | 527 | 2.6% |
| 40 | 497 | 2.5% |
| 41 | 490 | 2.5% |
| 42 | 474 | 2.4% |
| 44 | 471 | 2.4% |
| 45 | 469 | 2.3% |
| 37 | 461 | 2.3% |
| 49 | 458 | 2.3% |
| 26 | 456 | 2.3% |
| Other values (65) | 15122 |
| Value | Count | Frequency (%) |
| 7 | 103 | |
| 8 | 137 | |
| 9 | 119 | |
| 10 | 142 | |
| 11 | 125 | |
| 12 | 109 | |
| 13 | 128 | |
| 14 | 138 | |
| 15 | 177 | |
| 16 | 210 |
| Value | Count | Frequency (%) |
| 85 | 4 | < 0.1% |
| 80 | 17 | |
| 79 | 8 | < 0.1% |
| 78 | 6 | < 0.1% |
| 77 | 15 | |
| 76 | 8 | < 0.1% |
| 75 | 16 | |
| 74 | 11 | 0.1% |
| 73 | 8 | < 0.1% |
| 72 | 34 |
Type of Travel
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 300000 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Business travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Personal Travel |
| 4th row | Business travel |
| 5th row | Personal Travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 13839 | |
| Personal Travel | 6161 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel | 20000 | |
| business | 13839 | |
| personal | 6161 | 15.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 47678 | |
| e | 40000 | |
| r | 26161 | |
| a | 26161 | |
| l | 26161 | |
| n | 20000 | |
| 20000 | ||
| v | 20000 | |
| B | 13839 | 4.6% |
| u | 13839 | 4.6% |
| Other values (5) | 46161 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 253839 | |
| Uppercase Letter | 26161 | 8.7% |
| Space Separator | 20000 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 47678 | |
| e | 40000 | |
| r | 26161 | |
| a | 26161 | |
| l | 26161 | |
| n | 20000 | |
| v | 20000 | |
| u | 13839 | 5.5% |
| i | 13839 | 5.5% |
| t | 13839 | 5.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 13839 | |
| P | 6161 | |
| T | 6161 |
Space Separator
| Value | Count | Frequency (%) |
| 20000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 280000 | |
| Common | 20000 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 47678 | |
| e | 40000 | |
| r | 26161 | |
| a | 26161 | |
| l | 26161 | |
| n | 20000 | |
| v | 20000 | |
| B | 13839 | 4.9% |
| u | 13839 | 4.9% |
| i | 13839 | 4.9% |
| Other values (4) | 32322 |
Common
| Value | Count | Frequency (%) |
| 20000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 300000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 47678 | |
| e | 40000 | |
| r | 26161 | |
| a | 26161 | |
| l | 26161 | |
| n | 20000 | |
| 20000 | ||
| v | 20000 | |
| B | 13839 | 4.6% |
| u | 13839 | 4.6% |
| Other values (5) | 46161 |
Class
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.76825 |
| Min length | 3 |
Characters and Unicode
| Total characters | 115365 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Business |
|---|---|
| 2nd row | Business |
| 3rd row | Eco |
| 4th row | Eco |
| 5th row | Eco Plus |
Common Values
| Value | Count | Frequency (%) |
| Business | 9577 | |
| Eco | 8927 | |
| Eco Plus | 1496 | 7.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| eco | 10423 | |
| business | 9577 | |
| plus | 1496 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 30227 | |
| u | 11073 | 9.6% |
| E | 10423 | 9.0% |
| c | 10423 | 9.0% |
| o | 10423 | 9.0% |
| B | 9577 | 8.3% |
| i | 9577 | 8.3% |
| n | 9577 | 8.3% |
| e | 9577 | 8.3% |
| 1496 | 1.3% | |
| Other values (2) | 2992 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 92373 | |
| Uppercase Letter | 21496 | 18.6% |
| Space Separator | 1496 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 30227 | |
| u | 11073 | 12.0% |
| c | 10423 | 11.3% |
| o | 10423 | 11.3% |
| i | 9577 | 10.4% |
| n | 9577 | 10.4% |
| e | 9577 | 10.4% |
| l | 1496 | 1.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 10423 | |
| B | 9577 | |
| P | 1496 | 7.0% |
Space Separator
| Value | Count | Frequency (%) |
| 1496 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 113869 | |
| Common | 1496 | 1.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 30227 | |
| u | 11073 | 9.7% |
| E | 10423 | 9.2% |
| c | 10423 | 9.2% |
| o | 10423 | 9.2% |
| B | 9577 | 8.4% |
| i | 9577 | 8.4% |
| n | 9577 | 8.4% |
| e | 9577 | 8.4% |
| P | 1496 | 1.3% |
Common
| Value | Count | Frequency (%) |
| 1496 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 115365 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 30227 | |
| u | 11073 | 9.6% |
| E | 10423 | 9.0% |
| c | 10423 | 9.0% |
| o | 10423 | 9.0% |
| B | 9577 | 8.3% |
| i | 9577 | 8.3% |
| n | 9577 | 8.3% |
| e | 9577 | 8.3% |
| 1496 | 1.3% | |
| Other values (2) | 2992 | 2.6% |
Flight Distance
Real number (ℝ)
| Distinct | 4268 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1987.6599 |
| Minimum | 50 |
|---|---|
| Maximum | 6951 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 342 |
| Q1 | 1369 |
| median | 1929 |
| Q3 | 2546.25 |
| 95-th percentile | 3848 |
| Maximum | 6951 |
| Range | 6901 |
| Interquartile range (IQR) | 1177.25 |
Descriptive statistics
| Standard deviation | 1025.247 |
|---|---|
| Coefficient of variation (CV) | 0.51580602 |
| Kurtosis | 0.28822753 |
| Mean | 1987.6599 |
| Median Absolute Deviation (MAD) | 590 |
| Skewness | 0.45622494 |
| Sum | 39753199 |
| Variance | 1051131.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2215 | 21 | 0.1% |
| 1639 | 19 | 0.1% |
| 1742 | 19 | 0.1% |
| 1972 | 18 | 0.1% |
| 1571 | 18 | 0.1% |
| 1809 | 17 | 0.1% |
| 1499 | 17 | 0.1% |
| 2010 | 17 | 0.1% |
| 1975 | 17 | 0.1% |
| 1747 | 16 | 0.1% |
| Other values (4258) | 19821 |
| Value | Count | Frequency (%) |
| 50 | 3 | |
| 51 | 4 | |
| 52 | 3 | |
| 53 | 6 | |
| 55 | 2 | < 0.1% |
| 56 | 6 | |
| 57 | 6 | |
| 58 | 1 | < 0.1% |
| 59 | 2 | < 0.1% |
| 60 | 4 |
| Value | Count | Frequency (%) |
| 6951 | 1 | |
| 6763 | 1 | |
| 6664 | 1 | |
| 6595 | 1 | |
| 6078 | 1 | |
| 5984 | 1 | |
| 5970 | 1 | |
| 5924 | 1 | |
| 5835 | 1 | |
| 5816 | 1 |
Seat comfort
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8316 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 750 |
| Zeros (%) | 3.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.394503 |
|---|---|
| Coefficient of variation (CV) | 0.49247882 |
| Kurtosis | -0.94212586 |
| Mean | 2.8316 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.084731974 |
| Sum | 56632 |
| Variance | 1.9446387 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 4515 | |
| 2 | 4436 | |
| 4 | 4308 | |
| 1 | 3243 | |
| 5 | 2748 | |
| 0 | 750 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 750 | 3.8% |
| 1 | 3243 | |
| 2 | 4436 | |
| 3 | 4515 | |
| 4 | 4308 | |
| 5 | 2748 |
| Value | Count | Frequency (%) |
| 5 | 2748 | |
| 4 | 4308 | |
| 3 | 4515 | |
| 2 | 4436 | |
| 1 | 3243 | |
| 0 | 750 | 3.8% |
Departure/Arrival time convenient
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9733 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1020 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5277447 |
|---|---|
| Coefficient of variation (CV) | 0.51382124 |
| Kurtosis | -1.10507 |
| Mean | 2.9733 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.23113159 |
| Sum | 59466 |
| Variance | 2.3340038 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 4510 | |
| 5 | 4077 | |
| 2 | 3582 | |
| 3 | 3533 | |
| 1 | 3278 | |
| 0 | 1020 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 1020 | 5.1% |
| 1 | 3278 | |
| 2 | 3582 | |
| 3 | 3533 | |
| 4 | 4510 | |
| 5 | 4077 |
| Value | Count | Frequency (%) |
| 5 | 4077 | |
| 4 | 4510 | |
| 3 | 3533 | |
| 2 | 3582 | |
| 1 | 3278 | |
| 0 | 1020 | 5.1% |
Food and drink
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8402 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 928 |
| Zeros (%) | 4.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4457069 |
|---|---|
| Coefficient of variation (CV) | 0.50901588 |
| Kurtosis | -0.9903876 |
| Mean | 2.8402 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1070745 |
| Sum | 56804 |
| Variance | 2.0900685 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 4359 | |
| 2 | 4168 | |
| 4 | 4130 | |
| 1 | 3301 | |
| 5 | 3114 | |
| 0 | 928 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 928 | 4.6% |
| 1 | 3301 | |
| 2 | 4168 | |
| 3 | 4359 | |
| 4 | 4130 | |
| 5 | 3114 |
| Value | Count | Frequency (%) |
| 5 | 3114 | |
| 4 | 4130 | |
| 3 | 4359 | |
| 2 | 4168 | |
| 1 | 3301 | |
| 0 | 928 | 4.6% |
Gate location
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.967 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3088914 |
|---|---|
| Coefficient of variation (CV) | 0.44114978 |
| Kurtosis | -1.0933507 |
| Mean | 2.967 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.025497211 |
| Sum | 59340 |
| Variance | 1.7131967 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 5206 | |
| 4 | 4463 | |
| 2 | 3836 | |
| 1 | 3568 | |
| 5 | 2926 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 3568 | |
| 2 | 3836 | |
| 3 | 5206 | |
| 4 | 4463 | |
| 5 | 2926 |
| Value | Count | Frequency (%) |
| 5 | 2926 | |
| 4 | 4463 | |
| 3 | 5206 | |
| 2 | 3836 | |
| 1 | 3568 | |
| 0 | 1 | < 0.1% |
Inflight wifi service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2566 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 18 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3216822 |
|---|---|
| Coefficient of variation (CV) | 0.40584726 |
| Kurtosis | -1.1252496 |
| Mean | 3.2566 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.19469914 |
| Sum | 65132 |
| Variance | 1.7468438 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 4795 | |
| 5 | 4525 | |
| 3 | 4271 | |
| 2 | 4123 | |
| 1 | 2268 | |
| 0 | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 18 | 0.1% |
| 1 | 2268 | |
| 2 | 4123 | |
| 3 | 4271 | |
| 4 | 4795 | |
| 5 | 4525 |
| Value | Count | Frequency (%) |
| 5 | 4525 | |
| 4 | 4795 | |
| 3 | 4271 | |
| 2 | 4123 | |
| 1 | 2268 | |
| 0 | 18 | 0.1% |
Inflight entertainment
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3868 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 438 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3433823 |
|---|---|
| Coefficient of variation (CV) | 0.39665238 |
| Kurtosis | -0.54811763 |
| Mean | 3.3868 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.59402164 |
| Sum | 67736 |
| Variance | 1.804676 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 6368 | |
| 5 | 4641 | |
| 3 | 3758 | |
| 2 | 2990 | |
| 1 | 1805 | 9.0% |
| 0 | 438 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 438 | 2.2% |
| 1 | 1805 | 9.0% |
| 2 | 2990 | |
| 3 | 3758 | |
| 4 | 6368 | |
| 5 | 4641 |
| Value | Count | Frequency (%) |
| 5 | 4641 | |
| 4 | 6368 | |
| 3 | 3758 | |
| 2 | 2990 | |
| 1 | 1805 | 9.0% |
| 0 | 438 | 2.2% |
Online support
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 3 |
| 3rd row | 5 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 6283 | |
| 5 | 5570 | |
| 3 | 3319 | |
| 2 | 2666 | |
| 1 | 2162 | 10.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 6283 | |
| 5 | 5570 | |
| 3 | 3319 | |
| 2 | 2666 | |
| 1 | 2162 | 10.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 6283 | |
| 5 | 5570 | |
| 3 | 3319 | |
| 2 | 2666 | |
| 1 | 2162 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 6283 | |
| 5 | 5570 | |
| 3 | 3319 | |
| 2 | 2666 | |
| 1 | 2162 | 10.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 6283 | |
| 5 | 5570 | |
| 3 | 3319 | |
| 2 | 2666 | |
| 1 | 2162 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 6283 | |
| 5 | 5570 | |
| 3 | 3319 | |
| 2 | 2666 | |
| 1 | 2162 | 10.8% |
Ease of Online booking
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 6051 | |
| 5 | 5324 | |
| 3 | 3475 | |
| 2 | 3118 | |
| 1 | 2032 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 6051 | |
| 5 | 5324 | |
| 3 | 3475 | |
| 2 | 3118 | |
| 1 | 2032 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 6051 | |
| 5 | 5324 | |
| 3 | 3475 | |
| 2 | 3118 | |
| 1 | 2032 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 6051 | |
| 5 | 5324 | |
| 3 | 3475 | |
| 2 | 3118 | |
| 1 | 2032 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 6051 | |
| 5 | 5324 | |
| 3 | 3475 | |
| 2 | 3118 | |
| 1 | 2032 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 6051 | |
| 5 | 5324 | |
| 3 | 3475 | |
| 2 | 3118 | |
| 1 | 2032 | 10.2% |
On-board service
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 6121 | |
| 5 | 4944 | |
| 3 | 4181 | |
| 2 | 2719 | |
| 1 | 2035 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 6121 | |
| 5 | 4944 | |
| 3 | 4181 | |
| 2 | 2719 | |
| 1 | 2035 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 6121 | |
| 5 | 4944 | |
| 3 | 4181 | |
| 2 | 2719 | |
| 1 | 2035 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 6121 | |
| 5 | 4944 | |
| 3 | 4181 | |
| 2 | 2719 | |
| 1 | 2035 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 6121 | |
| 5 | 4944 | |
| 3 | 4181 | |
| 2 | 2719 | |
| 1 | 2035 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 6121 | |
| 5 | 4944 | |
| 3 | 4181 | |
| 2 | 2719 | |
| 1 | 2035 | 10.2% |
Leg room service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4802 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 73 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.2927844 |
|---|---|
| Coefficient of variation (CV) | 0.37146842 |
| Kurtosis | -0.85902106 |
| Mean | 3.4802 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.48154175 |
| Sum | 69604 |
| Variance | 1.6712915 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 6043 | |
| 5 | 5294 | |
| 3 | 3458 | |
| 2 | 3456 | |
| 1 | 1676 | 8.4% |
| 0 | 73 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 73 | 0.4% |
| 1 | 1676 | 8.4% |
| 2 | 3456 | |
| 3 | 3458 | |
| 4 | 6043 | |
| 5 | 5294 |
| Value | Count | Frequency (%) |
| 5 | 5294 | |
| 4 | 6043 | |
| 3 | 3458 | |
| 2 | 3456 | |
| 1 | 1676 | 8.4% |
| 0 | 73 | 0.4% |
Baggage handling
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 7449 | |
| 5 | 5538 | |
| 3 | 3664 | |
| 2 | 2107 | 10.5% |
| 1 | 1242 | 6.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 7449 | |
| 5 | 5538 | |
| 3 | 3664 | |
| 2 | 2107 | 10.5% |
| 1 | 1242 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 7449 | |
| 5 | 5538 | |
| 3 | 3664 | |
| 2 | 2107 | 10.5% |
| 1 | 1242 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 7449 | |
| 5 | 5538 | |
| 3 | 3664 | |
| 2 | 2107 | 10.5% |
| 1 | 1242 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 7449 | |
| 5 | 5538 | |
| 3 | 3664 | |
| 2 | 2107 | 10.5% |
| 1 | 1242 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 7449 | |
| 5 | 5538 | |
| 3 | 3664 | |
| 2 | 2107 | 10.5% |
| 1 | 1242 | 6.2% |
Checkin service
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| 4 | |
|---|---|
| 3 | |
| 5 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 5 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 5689 | |
| 3 | 5405 | |
| 5 | 4201 | |
| 2 | 2403 | |
| 1 | 2302 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 5689 | |
| 3 | 5405 | |
| 5 | 4201 | |
| 2 | 2403 | |
| 1 | 2302 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 5689 | |
| 3 | 5405 | |
| 5 | 4201 | |
| 2 | 2403 | |
| 1 | 2302 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 5689 | |
| 3 | 5405 | |
| 5 | 4201 | |
| 2 | 2403 | |
| 1 | 2302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 5689 | |
| 3 | 5405 | |
| 5 | 4201 | |
| 2 | 2403 | |
| 1 | 2302 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 5689 | |
| 3 | 5405 | |
| 5 | 4201 | |
| 2 | 2403 | |
| 1 | 2302 |
Cleanliness
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 7476 | |
| 5 | 5532 | |
| 3 | 3670 | |
| 2 | 2147 | 10.7% |
| 1 | 1175 | 5.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 7476 | |
| 5 | 5532 | |
| 3 | 3670 | |
| 2 | 2147 | 10.7% |
| 1 | 1175 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 7476 | |
| 5 | 5532 | |
| 3 | 3670 | |
| 2 | 2147 | 10.7% |
| 1 | 1175 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 7476 | |
| 5 | 5532 | |
| 3 | 3670 | |
| 2 | 2147 | 10.7% |
| 1 | 1175 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 7476 | |
| 5 | 5532 | |
| 3 | 3670 | |
| 2 | 2147 | 10.7% |
| 1 | 1175 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 7476 | |
| 5 | 5532 | |
| 3 | 3670 | |
| 2 | 2147 | 10.7% |
| 1 | 1175 | 5.9% |
Online boarding
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.5 KiB |
| 4 | |
|---|---|
| 3 | |
| 5 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 5 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 5449 | |
| 3 | 4726 | |
| 5 | 4604 | |
| 2 | 2883 | |
| 1 | 2338 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 5449 | |
| 3 | 4726 | |
| 5 | 4604 | |
| 2 | 2883 | |
| 1 | 2338 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 5449 | |
| 3 | 4726 | |
| 5 | 4604 | |
| 2 | 2883 | |
| 1 | 2338 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 5449 | |
| 3 | 4726 | |
| 5 | 4604 | |
| 2 | 2883 | |
| 1 | 2338 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 5449 | |
| 3 | 4726 | |
| 5 | 4604 | |
| 2 | 2883 | |
| 1 | 2338 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 5449 | |
| 3 | 4726 | |
| 5 | 4604 | |
| 2 | 2883 | |
| 1 | 2338 |
Departure Delay in Minutes
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 290 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.3154 |
| Minimum | 0 |
|---|---|
| Maximum | 951 |
| Zeros | 11422 |
| Zeros (%) | 57.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 76 |
| Maximum | 951 |
| Range | 951 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 35.931857 |
|---|---|
| Coefficient of variation (CV) | 2.5100142 |
| Kurtosis | 59.286883 |
| Mean | 14.3154 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6934389 |
| Sum | 286308 |
| Variance | 1291.0984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 11422 | |
| 1 | 516 | 2.6% |
| 2 | 453 | 2.3% |
| 3 | 367 | 1.8% |
| 4 | 363 | 1.8% |
| 5 | 329 | 1.6% |
| 8 | 256 | 1.3% |
| 6 | 256 | 1.3% |
| 7 | 253 | 1.3% |
| 10 | 236 | 1.2% |
| Other values (280) | 5549 |
| Value | Count | Frequency (%) |
| 0 | 11422 | |
| 1 | 516 | 2.6% |
| 2 | 453 | 2.3% |
| 3 | 367 | 1.8% |
| 4 | 363 | 1.8% |
| 5 | 329 | 1.6% |
| 6 | 256 | 1.3% |
| 7 | 253 | 1.3% |
| 8 | 256 | 1.3% |
| 9 | 235 | 1.2% |
| Value | Count | Frequency (%) |
| 951 | 1 | |
| 624 | 1 | |
| 610 | 1 | |
| 501 | 1 | |
| 452 | 1 | |
| 447 | 1 | |
| 423 | 1 | |
| 419 | 1 | |
| 414 | 1 | |
| 407 | 1 |
Arrival Delay in Minutes
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 292 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 48 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.755513 |
| Minimum | 0 |
|---|---|
| Maximum | 940 |
| Zeros | 11224 |
| Zeros (%) | 56.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 78 |
| Maximum | 940 |
| Range | 940 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 36.413099 |
|---|---|
| Coefficient of variation (CV) | 2.4677623 |
| Kurtosis | 55.711879 |
| Mean | 14.755513 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.5628445 |
| Sum | 294402 |
| Variance | 1325.9138 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 11224 | |
| 1 | 422 | 2.1% |
| 2 | 412 | 2.1% |
| 4 | 380 | 1.9% |
| 3 | 367 | 1.8% |
| 5 | 308 | 1.5% |
| 7 | 307 | 1.5% |
| 6 | 306 | 1.5% |
| 8 | 280 | 1.4% |
| 10 | 238 | 1.2% |
| Other values (282) | 5708 |
| Value | Count | Frequency (%) |
| 0 | 11224 | |
| 1 | 422 | 2.1% |
| 2 | 412 | 2.1% |
| 3 | 367 | 1.8% |
| 4 | 380 | 1.9% |
| 5 | 308 | 1.5% |
| 6 | 306 | 1.5% |
| 7 | 307 | 1.5% |
| 8 | 280 | 1.4% |
| 9 | 218 | 1.1% |
| Value | Count | Frequency (%) |
| 940 | 1 | |
| 615 | 1 | |
| 593 | 1 | |
| 500 | 1 | |
| 460 | 1 | |
| 444 | 1 | |
| 438 | 1 | |
| 436 | 1 | |
| 432 | 1 | |
| 412 | 1 |
| id | Age | Flight Distance | Seat comfort | Departure/Arrival time convenient | Food and drink | Gate location | Inflight wifi service | Inflight entertainment | Leg room service | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction_v2 | Gender | Customer Type | Type of Travel | Class | Online support | Ease of Online booking | On-board service | Baggage handling | Checkin service | Cleanliness | Online boarding | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.030 | 0.063 | -0.028 | 0.001 | 0.006 | 0.004 | -0.004 | 0.052 | 0.037 | 0.064 | 0.008 | 0.020 | 0.000 | 0.005 | 0.011 | 0.127 | 0.044 | 0.000 | 0.048 | 0.068 | 0.079 | 0.068 | 0.027 |
| Age | 0.030 | 1.000 | -0.240 | 0.001 | 0.039 | 0.008 | -0.004 | 0.009 | 0.120 | 0.094 | -0.001 | -0.008 | 0.186 | 0.022 | 0.382 | 0.353 | 0.208 | 0.087 | 0.058 | 0.067 | 0.047 | 0.042 | 0.044 | 0.049 |
| Flight Distance | 0.063 | -0.240 | 1.000 | -0.050 | -0.002 | -0.018 | -0.000 | 0.001 | -0.033 | -0.024 | 0.055 | 0.035 | 0.184 | 0.169 | 0.264 | 0.155 | 0.212 | 0.062 | 0.046 | 0.047 | 0.035 | 0.016 | 0.035 | 0.040 |
| Seat comfort | -0.028 | 0.001 | -0.050 | 1.000 | 0.439 | 0.703 | 0.396 | 0.130 | 0.386 | 0.118 | -0.023 | -0.027 | 0.469 | 0.119 | 0.079 | 0.076 | 0.063 | 0.127 | 0.210 | 0.108 | 0.129 | 0.049 | 0.112 | 0.125 |
| Departure/Arrival time convenient | 0.001 | 0.039 | -0.002 | 0.439 | 1.000 | 0.545 | 0.550 | -0.013 | 0.057 | 0.014 | 0.010 | 0.001 | 0.039 | 0.064 | 0.273 | 0.216 | 0.068 | 0.034 | 0.042 | 0.048 | 0.060 | 0.053 | 0.064 | 0.022 |
| Food and drink | 0.006 | 0.008 | -0.018 | 0.703 | 0.545 | 1.000 | 0.526 | 0.013 | 0.312 | 0.059 | -0.006 | -0.009 | 0.266 | 0.086 | 0.090 | 0.088 | 0.064 | 0.023 | 0.037 | 0.025 | 0.038 | 0.027 | 0.030 | 0.016 |
| Gate location | 0.004 | -0.004 | -0.000 | 0.396 | 0.550 | 0.526 | 1.000 | -0.015 | -0.017 | -0.013 | 0.023 | 0.015 | 0.146 | 0.045 | 0.143 | 0.082 | 0.088 | 0.035 | 0.038 | 0.044 | 0.054 | 0.040 | 0.054 | 0.025 |
| Inflight wifi service | -0.004 | 0.009 | 0.001 | 0.130 | -0.013 | 0.013 | -0.015 | 1.000 | 0.266 | 0.041 | -0.010 | -0.016 | 0.243 | 0.037 | 0.103 | 0.035 | 0.058 | 0.498 | 0.569 | 0.040 | 0.041 | 0.056 | 0.043 | 0.579 |
| Inflight entertainment | 0.052 | 0.120 | -0.033 | 0.386 | 0.057 | 0.312 | -0.017 | 0.266 | 1.000 | 0.177 | -0.038 | -0.052 | 0.643 | 0.153 | 0.259 | 0.072 | 0.173 | 0.306 | 0.228 | 0.118 | 0.102 | 0.142 | 0.097 | 0.255 |
| Leg room service | 0.037 | 0.094 | -0.024 | 0.118 | 0.014 | 0.059 | -0.013 | 0.041 | 0.177 | 1.000 | -0.005 | -0.011 | 0.334 | 0.099 | 0.128 | 0.082 | 0.105 | 0.093 | 0.312 | 0.332 | 0.317 | 0.099 | 0.321 | 0.073 |
| Departure Delay in Minutes | 0.064 | -0.001 | 0.055 | -0.023 | 0.010 | -0.006 | 0.023 | -0.010 | -0.038 | -0.005 | 1.000 | 0.741 | 0.043 | 0.013 | 0.000 | 0.006 | 0.000 | 0.020 | 0.016 | 0.021 | 0.013 | 0.024 | 0.031 | 0.017 |
| Arrival Delay in Minutes | 0.008 | -0.008 | 0.035 | -0.027 | 0.001 | -0.009 | 0.015 | -0.016 | -0.052 | -0.011 | 0.741 | 1.000 | 0.040 | 0.010 | 0.000 | 0.010 | 0.000 | 0.019 | 0.011 | 0.018 | 0.011 | 0.026 | 0.030 | 0.018 |
| satisfaction_v2 | 0.020 | 0.186 | 0.184 | 0.469 | 0.039 | 0.266 | 0.146 | 0.243 | 0.643 | 0.334 | 0.043 | 0.040 | 1.000 | 0.211 | 0.295 | 0.107 | 0.308 | 0.425 | 0.450 | 0.361 | 0.308 | 0.277 | 0.301 | 0.339 |
| Gender | 0.000 | 0.022 | 0.169 | 0.119 | 0.064 | 0.086 | 0.045 | 0.037 | 0.153 | 0.099 | 0.013 | 0.010 | 0.211 | 1.000 | 0.027 | 0.000 | 0.021 | 0.096 | 0.082 | 0.059 | 0.035 | 0.020 | 0.034 | 0.061 |
| Customer Type | 0.005 | 0.382 | 0.264 | 0.079 | 0.273 | 0.090 | 0.143 | 0.103 | 0.259 | 0.128 | 0.000 | 0.000 | 0.295 | 0.027 | 1.000 | 0.311 | 0.114 | 0.203 | 0.165 | 0.108 | 0.067 | 0.050 | 0.061 | 0.132 |
| Type of Travel | 0.011 | 0.353 | 0.155 | 0.076 | 0.216 | 0.088 | 0.082 | 0.035 | 0.072 | 0.082 | 0.006 | 0.010 | 0.107 | 0.000 | 0.311 | 1.000 | 0.559 | 0.066 | 0.035 | 0.055 | 0.070 | 0.073 | 0.080 | 0.026 |
| Class | 0.127 | 0.208 | 0.212 | 0.063 | 0.068 | 0.064 | 0.088 | 0.058 | 0.173 | 0.105 | 0.000 | 0.000 | 0.308 | 0.021 | 0.114 | 0.559 | 1.000 | 0.138 | 0.099 | 0.123 | 0.103 | 0.108 | 0.099 | 0.082 |
| Online support | 0.044 | 0.087 | 0.062 | 0.127 | 0.034 | 0.023 | 0.035 | 0.498 | 0.306 | 0.093 | 0.020 | 0.019 | 0.425 | 0.096 | 0.203 | 0.066 | 0.138 | 1.000 | 0.529 | 0.101 | 0.090 | 0.126 | 0.087 | 0.557 |
| Ease of Online booking | 0.000 | 0.058 | 0.046 | 0.210 | 0.042 | 0.037 | 0.038 | 0.569 | 0.228 | 0.312 | 0.016 | 0.011 | 0.450 | 0.082 | 0.165 | 0.035 | 0.099 | 0.529 | 1.000 | 0.404 | 0.374 | 0.075 | 0.410 | 0.594 |
| On-board service | 0.048 | 0.067 | 0.047 | 0.108 | 0.048 | 0.025 | 0.044 | 0.040 | 0.118 | 0.332 | 0.021 | 0.018 | 0.361 | 0.059 | 0.108 | 0.055 | 0.123 | 0.101 | 0.404 | 1.000 | 0.420 | 0.135 | 0.445 | 0.076 |
| Baggage handling | 0.068 | 0.047 | 0.035 | 0.129 | 0.060 | 0.038 | 0.054 | 0.041 | 0.102 | 0.317 | 0.013 | 0.011 | 0.308 | 0.035 | 0.067 | 0.070 | 0.103 | 0.090 | 0.374 | 0.420 | 1.000 | 0.135 | 0.502 | 0.068 |
| Checkin service | 0.079 | 0.042 | 0.016 | 0.049 | 0.053 | 0.027 | 0.040 | 0.056 | 0.142 | 0.099 | 0.024 | 0.026 | 0.277 | 0.020 | 0.050 | 0.073 | 0.108 | 0.126 | 0.075 | 0.135 | 0.135 | 1.000 | 0.143 | 0.108 |
| Cleanliness | 0.068 | 0.044 | 0.035 | 0.112 | 0.064 | 0.030 | 0.054 | 0.043 | 0.097 | 0.321 | 0.031 | 0.030 | 0.301 | 0.034 | 0.061 | 0.080 | 0.099 | 0.087 | 0.410 | 0.445 | 0.502 | 0.143 | 1.000 | 0.065 |
| Online boarding | 0.027 | 0.049 | 0.040 | 0.125 | 0.022 | 0.016 | 0.025 | 0.579 | 0.255 | 0.073 | 0.017 | 0.018 | 0.339 | 0.061 | 0.132 | 0.026 | 0.082 | 0.557 | 0.594 | 0.076 | 0.068 | 0.108 | 0.065 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | satisfaction_v2 | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Seat comfort | Departure/Arrival time convenient | Food and drink | Gate location | Inflight wifi service | Inflight entertainment | Online support | Ease of Online booking | On-board service | Leg room service | Baggage handling | Checkin service | Cleanliness | Online boarding | Departure Delay in Minutes | Arrival Delay in Minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102886 | 60672 | satisfied | Female | Loyal Customer | 40 | Business travel | Business | 1622 | 3 | 3 | 3 | 3 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 0 | 0.0 |
| 69849 | 59483 | neutral or dissatisfied | Female | Loyal Customer | 50 | Business travel | Business | 2032 | 1 | 5 | 5 | 5 | 4 | 3 | 3 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 5 | 0.0 |
| 16395 | 28722 | neutral or dissatisfied | Male | Loyal Customer | 40 | Personal Travel | Eco | 4256 | 2 | 5 | 2 | 1 | 2 | 5 | 5 | 4 | 3 | 5 | 4 | 5 | 4 | 5 | 32 | 10.0 |
| 91939 | 36785 | satisfied | Female | Loyal Customer | 38 | Business travel | Eco | 2591 | 4 | 4 | 1 | 4 | 4 | 4 | 4 | 1 | 3 | 2 | 1 | 4 | 5 | 4 | 9 | 0.0 |
| 33232 | 5015 | neutral or dissatisfied | Female | Loyal Customer | 49 | Personal Travel | Eco Plus | 520 | 4 | 2 | 4 | 4 | 3 | 3 | 3 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 0 | 15.0 |
| 8722 | 70906 | satisfied | Female | Loyal Customer | 11 | Personal Travel | Eco | 2746 | 1 | 5 | 1 | 1 | 2 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 4 | 5 | 0 | 0.0 |
| 103619 | 72827 | satisfied | Male | Loyal Customer | 44 | Business travel | Business | 1849 | 3 | 3 | 3 | 3 | 5 | 5 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 0 | 0.0 |
| 103544 | 68436 | satisfied | Female | Loyal Customer | 38 | Business travel | Business | 1053 | 5 | 5 | 5 | 5 | 4 | 4 | 5 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 0 | 0.0 |
| 42592 | 76074 | neutral or dissatisfied | Male | disloyal Customer | 34 | Business travel | Eco | 2473 | 1 | 1 | 1 | 3 | 5 | 1 | 5 | 5 | 3 | 3 | 4 | 3 | 3 | 5 | 0 | 0.0 |
| 107830 | 104220 | satisfied | Female | Loyal Customer | 16 | Business travel | Business | 3041 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 5 | 4 | 4 | 7 | 2.0 |
| id | satisfaction_v2 | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Seat comfort | Departure/Arrival time convenient | Food and drink | Gate location | Inflight wifi service | Inflight entertainment | Online support | Ease of Online booking | On-board service | Leg room service | Baggage handling | Checkin service | Cleanliness | Online boarding | Departure Delay in Minutes | Arrival Delay in Minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25306 | 21319 | satisfied | Female | Loyal Customer | 64 | Personal Travel | Eco Plus | 701 | 2 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 5 | 3 | 0 | 0.0 |
| 3025 | 11177 | satisfied | Female | Loyal Customer | 61 | Personal Travel | Eco | 347 | 5 | 5 | 5 | 1 | 1 | 5 | 1 | 1 | 3 | 5 | 4 | 3 | 4 | 1 | 0 | 0.0 |
| 40223 | 117519 | satisfied | Male | disloyal Customer | 22 | Business travel | Eco | 2544 | 0 | 0 | 0 | 3 | 2 | 0 | 4 | 2 | 5 | 3 | 4 | 5 | 5 | 2 | 0 | 0.0 |
| 129614 | 22256 | satisfied | Female | Loyal Customer | 39 | Business travel | Business | 234 | 2 | 2 | 2 | 2 | 4 | 4 | 2 | 5 | 5 | 5 | 5 | 2 | 5 | 1 | 2 | 23.0 |
| 125711 | 120899 | satisfied | Male | Loyal Customer | 48 | Business travel | Business | 4031 | 4 | 4 | 4 | 4 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 0 | 0.0 |
| 125067 | 60358 | satisfied | Male | Loyal Customer | 45 | Business travel | Business | 1461 | 5 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 7 | 0.0 |
| 51207 | 50464 | neutral or dissatisfied | Male | disloyal Customer | 80 | Business travel | Eco | 1938 | 3 | 0 | 4 | 4 | 3 | 4 | 3 | 3 | 2 | 5 | 4 | 4 | 2 | 3 | 0 | 0.0 |
| 7661 | 126617 | satisfied | Female | Loyal Customer | 47 | Personal Travel | Eco Plus | 1341 | 1 | 1 | 1 | 1 | 3 | 4 | 3 | 3 | 5 | 2 | 4 | 3 | 4 | 3 | 0 | 0.0 |
| 125030 | 92041 | satisfied | Male | Loyal Customer | 40 | Business travel | Business | 1562 | 2 | 2 | 2 | 2 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 5 | 0 | 0.0 |
| 78646 | 41859 | neutral or dissatisfied | Female | Loyal Customer | 23 | Business travel | Eco | 2214 | 3 | 1 | 1 | 1 | 3 | 3 | 1 | 3 | 1 | 2 | 3 | 4 | 3 | 3 | 0 | 0.0 |